He inhaled deeply, the earthy scent of the forest filling his lungs. Liam leaned against a towering oak, the rough bark offering a comforting resistance. His fingers traced the intricate patterns etched into the wood. The rustling leaves above whispered secrets to the wind. He closed his eyes, the sunlight dappling his face, a feeling of deep ease washing over him. He thought, then, of the long hike home, of his dinner, and felt… okay.

Emotion: serene

Cluster: Calm / Serenity
PC1 (Valence): 2.59 Positive
PC2 (Disposition): -2.73

Role in Research

This story is one of 1,000 stories generated for the emotion serene. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 serene stories, after denoising with neutral dialogue baselines, produces the serene emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the serene vector is projected through the unembedding matrix.

Promoted:
disfrut0.469
enjoyed0.430
enjoy0.419
serene0.411
楽し0.410
Suppressed:
S-0.611
L-0.502
de-0.478
H-0.455
worse-0.424